{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from refer import REFER\n",
    "import numpy as np\n",
    "import sys\n",
    "import os.path as osp\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading dataset refcoco into memory...\n",
      "creating index...\n",
      "index created.\n",
      "DONE (t=9.47s)\n"
     ]
    }
   ],
   "source": [
    "data_root = './data'  # contains refclef, refcoco, refcoco+, refcocog and images\n",
    "dataset = 'refcoco'\n",
    "splitBy = 'unc'\n",
    "refer = REFER(data_root, dataset, splitBy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Evaluate Refering Expressions by Language Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sys.path.insert(0, './evaluation')\n",
    "from refEvaluation import RefEvaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'sent': u'man in black', u'ref_id': 47}\n"
     ]
    }
   ],
   "source": [
    "# Here's our example expression file\n",
    "sample_expr_file = json.load(open('test/sample_expressions_testA.json', 'r'))\n",
    "sample_exprs = sample_expr_file['predictions']\n",
    "print sample_exprs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tokenization...\n",
      "setting up scorers...\n",
      "computing Bleu score...\n",
      "{'reflen': 5356, 'guess': [5009, 3034, 1477, 275], 'testlen': 5009, 'correct': [2576, 580, 112, 2]}\n",
      "ratio: 0.935212845407\n",
      "Bleu_1: 0.480\n",
      "Bleu_2: 0.293\n",
      "Bleu_3: 0.182\n",
      "Bleu_4: 0.080\n",
      "computing METEOR score...\n",
      "METEOR: 0.172\n",
      "computing Rouge score...\n",
      "ROUGE_L: 0.414\n",
      "computing CIDEr score...\n",
      "CIDEr: 0.669\n"
     ]
    }
   ],
   "source": [
    "refEval = RefEvaluation(refer, sample_exprs)\n",
    "refEval.evaluate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Evaluate Referring Expressions by Duplicate Rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "108/750 (14.40%) images have duplicate predicted sentences.\n"
     ]
    }
   ],
   "source": [
    "# evalue how many images contain duplicate expressions\n",
    "pred_refToSent = {int(it['ref_id']): it['sent'] for it in sample_exprs}\n",
    "pred_imgToSents = {}\n",
    "for ref_id, pred_sent in pred_refToSent.items():\n",
    "    image_id = refer.Refs[ref_id]['image_id']\n",
    "    pred_imgToSents[image_id] = pred_imgToSents.get(image_id, []) + [pred_sent]\n",
    "# count duplicate\n",
    "duplicate = 0\n",
    "for image_id, sents in pred_imgToSents.items():\n",
    "    if len(set(sents)) < len(sents):\n",
    "        duplicate += 1\n",
    "ratio = duplicate*100.0 / len(pred_imgToSents)\n",
    "print '%s/%s (%.2f%%) images have duplicate predicted sentences.' % (duplicate, len(pred_imgToSents), ratio)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 3.Evaluate Referring Comprehension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# IoU function\n",
    "def computeIoU(box1, box2):\n",
    "    # each box is of [x1, y1, w, h]\n",
    "    inter_x1 = max(box1[0], box2[0])\n",
    "    inter_y1 = max(box1[1], box2[1])\n",
    "    inter_x2 = min(box1[0]+box1[2]-1, box2[0]+box2[2]-1)\n",
    "    inter_y2 = min(box1[1]+box1[3]-1, box2[1]+box2[3]-1)\n",
    "\n",
    "    if inter_x1 < inter_x2 and inter_y1 < inter_y2:\n",
    "        inter = (inter_x2-inter_x1+1)*(inter_y2-inter_y1+1)\n",
    "    else:\n",
    "        inter = 0\n",
    "    union = box1[2]*box1[3] + box2[2]*box2[3] - inter\n",
    "    return float(inter)/union"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# randomly sample one ref\n",
    "ref_ids = refer.getRefIds()\n",
    "ref_id = ref_ids[np.random.randint(0, len(ref_ids))]\n",
    "ref = refer.Refs[ref_id]\n",
    "\n",
    "# let's fake one bounding box by randomly picking one instance inside this image\n",
    "image_id = ref['image_id']\n",
    "anns = refer.imgToAnns[image_id]\n",
    "ann = anns[np.random.randint(0, len(anns))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. person bending\n",
      "2. man\n",
      "3. the person bending over\n"
     ]
    },
    {
     "data": {
      "image/png": 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lkg2TWAAJ7wwsYOYZmboU7wPgmZzeWWWqm1NkoTkkluB8i+Dy02rYObcmcTc8dtrAGWqS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\nEeknS58+j0g/Wfr0eUT+H9bjcOnSi+aPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faf4db25e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw box of the ref using 'green'\n",
    "plt.figure()\n",
    "refer.showRef(ref, seg_box='box')\n",
    "# draw box of the ann using 'red'\n",
    "ax = plt.gca()\n",
    "bbox = ann['bbox']\n",
    "box_plot = Rectangle((bbox[0], bbox[1]), bbox[2], bbox[3], fill=False, edgecolor='red', linewidth=2)\n",
    "ax.add_patch(box_plot)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IoU=[0.09], wrong comprehension!\n"
     ]
    }
   ],
   "source": [
    "# Is the ann actually our ref?\n",
    "# i.e., IoU >= 0.5?\n",
    "ref_box = refer.refToAnn[ref_id]['bbox']\n",
    "ann_box = ann['bbox']\n",
    "IoU = computeIoU(ref_box, ann_box)\n",
    "if IoU >= 0.5:\n",
    "    print 'IoU=[%.2f], correct comprehension!' % IoU\n",
    "else:\n",
    "    print 'IoU=[%.2f], wrong comprehension!' % IoU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
